--- title: Unveiling Deep Signal: Part 1 — Defining the Problem description: This post discusses the significance of data analysis frameworks and platforms in the AI era. It introduces Deep Signal, a framework designed to enhance Apache... canonical: https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Unveiling Deep Signal: Part 1 — Defining the Problem | daily.dev og:description: This post discusses the significance of data analysis frameworks and platforms in the AI era. It introduces Deep Signal, a framework designed to enhance Apache... og:url: https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf og:image: https://api.daily.dev/og/posts/gSZdGN2xf.png og:image:alt: Unveiling Deep Signal: Part 1 — Defining the Problem og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Unveiling Deep Signal: Part 1 — Defining the Problem **[ITNEXT](https://daily.dev/sources/itnext)** · 4 min read · 0 upvotes · 0 comments ## Summary This post discusses the significance of data analysis frameworks and platforms in the AI era. It introduces Deep Signal, a framework designed to enhance Apache Spark's capabilities for processing audio and video data. The post also explores the signals that can be extracted from unstructured data and highlights Deep Signal's goal of enabling seamless extraction of signals from images, video, and audio. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#apache-spark](https://daily.dev/tags/apache-spark), [#audio-processing](https://daily.dev/tags/audio-processing) [View this post on daily.dev](https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Unveiling Deep Signal: Part 1 — Defining the Problem","url":"https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf"},"datePublished":"2024-03-25T21:21:02.635Z","dateModified":"2026-10-14T02:20:30.604Z","description":"This post discusses the significance of data analysis frameworks and platforms in the AI era. It introduces Deep Signal, a framework designed to enhance Apache...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/fb84d49613bd12b0740afa0c51bca664?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/fb84d49613bd12b0740afa0c51bca664?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"ITNEXT","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"ITNEXT","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/itnext2","url":"https://daily.dev/sources/itnext"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"apache-spark,audio-processing","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"ITNEXT","item":"https://daily.dev/sources/itnext"},{"@type":"ListItem","position":3,"name":"Unveiling Deep Signal: Part 1 — Defining the Problem"}]} ```